AI service

Hire AIDevelopers.

Senior AI engineers who embed with your team. Dedicated capacity without the year-long hiring search.

  • Senior engineers only. The typical AI hire takes months to find
  • Embedded in your team, your tools and your standup
  • LLM apps, retrieval, computer vision and MLOps
  • Scale up or down monthly, with no year-long lock-in
Model fine-tuning

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Start with your best examples.

Choose examples that show how your business works and define what a good result looks like.

Hiring a senior AI engineer directly is slow and expensive. Months of searching, a recruiter’s fee, and competition for anyone who has shipped AI to production. If you need senior AI capacity now, inside your team and on your roadmap, this is the service for that.

What you get

Senior AI engineers who join your standup, work in your repositories and ship inside your product. Not a vendor you throw tickets to over a wall. The skills cover the full surface we build with every day: LLM applications and retrieval, agents, computer vision, model evaluation, and the MLOps that keeps it all running.

When embedded engineers beat a project

A fixed-scope custom AI project is right when the goal is a defined system with a clear end state. Embedded engineers are right when the work is continuous: an AI roadmap with many medium-sized items, an existing AI feature that needs a senior owner, or a team with strong product engineers but no AI depth. If you are unsure which you need, in-house team versus agency lays out the decision without a sales pitch.

Why not just hire?

You probably should, eventually. But the median search for a senior AI engineer takes months, costs a recruiting fee on top of a top-of-market salary, and carries the risk every hire does. Embedding us gets you senior output while you search. It also shows you what the work really is, so you hire for the right role. When your person arrives, we hand over cleanly, with documentation, tests and runbooks. We have helped clients write the job spec for our own replacement. That is the arrangement working as intended.

How it works

A scoping call. What does your roadmap need: building, hardening, or speeding up? We say so if the answer is a project rather than a person, or if you do not need us at all.

A fast start. The right engineer joins your codebase and your rituals within a week or two. A useful pull request in the first week is normal.

A monthly rhythm. You set the priorities. We bring the expertise and the written-down habits, meaning decision documents, tests and runbooks, that make the work stick. Scale up, down or off month by month.

Need senior AI hands on your team this month, not this year? Tell us what you are building. We reply within one working day.

Questions we get asked

Before you ask.

How is this different from a project engagement?

A project has a fixed scope and an end state. Embedded engineers give you ongoing senior AI capacity inside your roadmap and your rituals. You direct the work and we bring the expertise.

How senior are the engineers?

Senior only. The same people who build our own products and client systems. No juniors learning on your codebase, and no switch after the sales call.

How quickly can someone start?

Usually within one to two weeks of scoping, against the months a direct AI hire takes. The first week is onboarding into your codebase, and useful output starts in week one, not month one.

What does it cost compared to hiring in-house?

Monthly rates land well below the fully loaded cost of a senior AI hire in the US or EU once salary, equity, benefits and recruiting fees are counted, and you can stop when the need ends. Our in-house versus agency guide walks through the maths.

Which time zones do you cover?

We are remote-first and work with teams worldwide, with overlap hours agreed up front, and written updates and recorded demos that keep work moving around the clock.

Who owns the work?

You do. Code, models and documentation, all in your repositories from day one.

Get in touch

Tell us aboutthe work.

A workflow that takes too long, a model that keeps missing, a product that needs its next version. Write to us and we reply within a working day.

Discuss your use case hello@nftatoms.com